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Skin dose-volume predictors of moderate-severe late side effects after whole breast radiotherapy.
Cicchetti, Alessandro; Mangili, Paola; Fodor, Andrei; Gabellini, Maria Giulia Ubeira; Chiara, Anna; Deantoni, Chiara; Mori, Martina; Pasetti, Marcella; Palazzo, Gabriele; Rancati, Tiziana; Del Vecchio, Antonella; Gisella Di Muzio, Nadia; Fiorino, Claudio.
  • Cicchetti A; Fondazione IRCCS Istituto Nazionale dei Tumori di Milano, Data Science Unit, Milan, Italy. Electronic address: alessandro.cicchetti@istitutotumori.mi.it.
  • Mangili P; IRCCS San Raffaele Scientific Institute, Medical Physics Milan, Italy.
  • Fodor A; IRCCS San Raffaele Scientific Institute, Radiotherapy, Milan, Italy.
  • Gabellini MGU; IRCCS San Raffaele Scientific Institute, Medical Physics Milan, Italy.
  • Chiara A; IRCCS San Raffaele Scientific Institute, Radiotherapy, Milan, Italy.
  • Deantoni C; IRCCS San Raffaele Scientific Institute, Radiotherapy, Milan, Italy.
  • Mori M; IRCCS San Raffaele Scientific Institute, Medical Physics Milan, Italy.
  • Pasetti M; IRCCS San Raffaele Scientific Institute, Radiotherapy, Milan, Italy.
  • Palazzo G; IRCCS San Raffaele Scientific Institute, Medical Physics Milan, Italy.
  • Rancati T; Fondazione IRCCS Istituto Nazionale dei Tumori di Milano, Data Science Unit, Milan, Italy.
  • Del Vecchio A; IRCCS San Raffaele Scientific Institute, Medical Physics Milan, Italy.
  • Gisella Di Muzio N; IRCCS San Raffaele Scientific Institute, Radiotherapy, Milan, Italy.
  • Fiorino C; IRCCS San Raffaele Scientific Institute, Medical Physics Milan, Italy.
Radiother Oncol ; 194: 110183, 2024 05.
Article en En | MEDLINE | ID: mdl-38423138
ABSTRACT

BACKGROUND:

Toxicity after whole breast Radiotherapy is a relevant issue, impacting the quality-of-life of a not negligible number of patients. We aimed to develop a Normal Tissue Complication Probability (NTCP) model predicting late toxicities by combining dosimetric parameters of the breast dermis and clinical factors.

METHODS:

The skin structure was defined as the outer CT body contour's 5 mm inner isotropic expansion. It was retrospectively segmented on a large mono-institutional cohort of early-stage breast cancer patients enrolled between 2009 and 2017 (n = 1066). Patients were treated with tangential-field RT, delivering 40 Gy in 15 fractions to the whole breast. Toxicity was reported during Follow-Up (FU) using SOMA/LENT scoring. The study endpoint was moderate-severe late side effects consisting of Fibrosis-Atrophy-Telangiectasia-Pain (FATP G ≥ 2) developed within 42 months after RT completion. A machine learning pipeline was designed with a logistic model combining clinical factors and absolute skin DVH (cc) parameters as output.

RESULTS:

The FATP G2 + rate was 3.8 %, with 40/1066 patients experiencing side effects. After the preprocessing of variables, a cross-validation was applied to define the best-performing model. We selected a 4-variable model with Post-Surgery Cosmetic alterations (Odds Ratio, OR = 7.3), Aromatase Inhibitors (as a protective factor with OR = 0.45), V20 Gy (50 % of the prescribed dose, OR = 1.02), and V42 Gy (105 %, OR = 1.09). Factors were also converted into an adjusted V20Gy.

CONCLUSIONS:

The association between late reactions and skin DVH when delivering 40 Gy/15 fr was quantified, suggesting an independent role of V20 and V42. Few clinical factors heavily modulate the risk.
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Texto completo: 1 Banco de datos: MEDLINE Asunto principal: Dosificación Radioterapéutica / Piel / Neoplasias de la Mama Límite: Adult / Aged / Aged80 / Female / Humans / Middle aged Idioma: En Año: 2024 Tipo del documento: Article

Texto completo: 1 Banco de datos: MEDLINE Asunto principal: Dosificación Radioterapéutica / Piel / Neoplasias de la Mama Límite: Adult / Aged / Aged80 / Female / Humans / Middle aged Idioma: En Año: 2024 Tipo del documento: Article